publishing

Uncovering Previous Research Findings In Preprints

‘If Citations Could Talk’: Extracting, Structuring And Linking References To Reveal Earlier Research Findings Researchers have been making their early-stage research available on preprint servers since the early 90s, but it’s really over the past year or two that preprints have gone mainstream. As well as the huge growth in submissions to established repositories such as arXiv and bioRxiv, there are now preprint servers for marine biology, the social sciences, psychology, chemistry, health sciences, and larger publishers are starting to get [...]

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How does Scholarcy work its magic?

8 Steps To Structured Knowledge Extraction From Research Papers We are often asked: ‘How does Scholarcy summarise and identify the key points in research papers and other articles, and in what ways is it unique?’. Without giving too much away about our secret sauce, here’s an overview of what is happening under the hood. No matter what the input format – PDF, Word, HTML, XML, e-pub, Powerpoint, text – we convert the document into a unified, internal format, so that, for [...]

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How Scholarcy partnered with BMJ to further I4OC

Unlocking 100 Years Of Scientific Papers Through Machine Learning Reference mining is fundamental to the creation of citation networks and rich, discoverable digital libraries. In recent years, a number of tools have been developed to address this need, but they are often limited by input format, infrastructure requirements and runtime performance. The most recent developments in this space have focused on reference mining PDFs from arts and humanities literature, but there’s a growing need for a fast, accurate way of [...]

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How to solve the problem of too much information and not enough time

With Reading Time Diminishing, Valuable Information Is Being Missed Ever find yourself thinking how much better your work could be if you just had time to read more of the information that’s out there? Even then, not everything we might save with the best intention of reading later is relevant or useful. And if that rare oasis of time does open up, skim-reading is probably the most common and practical way of processing several articles to find what’s useful. In [...]

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How Scholarcy contributes to and makes use of open citations

The Power Of Open Citations For Researchers And Publishers Open citations benefit researchers, journals and publishers When researchers cite previous work, they recognise the foundations of their own research and provide evidence that may support or refute their methods and results. This creates a narrative path that contextualises their contributions within the larger body of scientific knowledge. But keeping up with this growing volume of literature is increasingly reliant on the use of digital discovery services. As a result, open access [...]

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How reviewers can use AI right now to make peer review easier

Technology To Help Reviewers Keep On Top Of The Growth In Submissions The academic peer review process has come under a great deal of scrutiny recently. The various merits and drawbacks of anonymous and double-blind review vs. open and public review have been discussed and debated on academic forums, in conferences and on Twitter. Leaving aside claims that the ‘Blockchain’ provides a panacea for resolving issues such as trust, bias, and academic misconduct in the peer review process, how can [...]

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